How MLOps Tools Will Need to Adapt to Responsible and Ethical AI - Stay Ahead of the Curve
MLOps World: Machine Learning in Production via YouTube
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Overview
Syllabus
Intro
7 Key Principles of the GDPR
Some Core Components of GDPR Compliance
Personal Data According to the GDPR
What's Missing Most in MLOps Systems?
What's Out There?
4 Pillars of Privacy-Preserving Al
Privacy Concerns
On Training Data Privacy
Differential Privacy
Disclosure Risk vs. Data Utility
Redaction or De-Id
Synthetic Data
What About Federated Learning?
EU Draft Al Regulation
Taught by
MLOps World: Machine Learning in Production